Overview
Brought to you by YData
Dataset statistics
| Number of variables | 50 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 6049 |
| Missing cells (%) | 8.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 570.4 KiB |
| Average record size in memory | 400.1 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 31 |
| Boolean | 1 |
1stFlrSF is highly overall correlated with SalePrice and 1 other fields | High correlation |
Alley is highly overall correlated with BldgType and 11 other fields | High correlation |
BedroomAbvGr is highly overall correlated with GrLivArea and 1 other fields | High correlation |
BldgType is highly overall correlated with Alley and 1 other fields | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtUnfSF | High correlation |
BsmtQual is highly overall correlated with Alley and 3 other fields | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 | High correlation |
ExterQual is highly overall correlated with Alley and 2 other fields | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
Foundation is highly overall correlated with Alley and 1 other fields | High correlation |
FullBath is highly overall correlated with MiscFeature | High correlation |
GarageArea is highly overall correlated with GarageCars and 3 other fields | High correlation |
GarageCars is highly overall correlated with GarageArea | High correlation |
GarageFinish is highly overall correlated with Alley | High correlation |
GrLivArea is highly overall correlated with BedroomAbvGr and 3 other fields | High correlation |
HalfBath is highly overall correlated with MSSubClass | High correlation |
HouseStyle is highly overall correlated with MSSubClass | High correlation |
KitchenQual is highly overall correlated with ExterQual and 1 other fields | High correlation |
LotArea is highly overall correlated with Alley and 1 other fields | High correlation |
LotFrontage is highly overall correlated with LotArea | High correlation |
MSSubClass is highly overall correlated with Alley and 3 other fields | High correlation |
MSZoning is highly overall correlated with Alley and 1 other fields | High correlation |
MiscFeature is highly overall correlated with Alley and 1 other fields | High correlation |
Neighborhood is highly overall correlated with Alley and 2 other fields | High correlation |
OverallQual is highly overall correlated with Alley and 8 other fields | High correlation |
SalePrice is highly overall correlated with 1stFlrSF and 7 other fields | High correlation |
TotRmsAbvGrd is highly overall correlated with BedroomAbvGr and 2 other fields | High correlation |
TotalBsmtSF is highly overall correlated with 1stFlrSF and 1 other fields | High correlation |
YearBuilt is highly overall correlated with Alley and 6 other fields | High correlation |
YearRemodAdd is highly overall correlated with OverallQual and 2 other fields | High correlation |
MSZoning is highly imbalanced (56.9%) | Imbalance |
BldgType is highly imbalanced (59.4%) | Imbalance |
RoofStyle is highly imbalanced (65.1%) | Imbalance |
ExterCond is highly imbalanced (72.8%) | Imbalance |
CentralAir is highly imbalanced (65.3%) | Imbalance |
KitchenAbvGr is highly imbalanced (85.7%) | Imbalance |
MiscFeature is highly imbalanced (70.7%) | Imbalance |
LotFrontage has 259 (17.7%) missing values | Missing |
Alley has 1369 (93.8%) missing values | Missing |
MasVnrType has 872 (59.7%) missing values | Missing |
BsmtQual has 37 (2.5%) missing values | Missing |
BsmtExposure has 38 (2.6%) missing values | Missing |
BsmtFinType1 has 37 (2.5%) missing values | Missing |
FireplaceQu has 690 (47.3%) missing values | Missing |
GarageType has 81 (5.5%) missing values | Missing |
GarageFinish has 81 (5.5%) missing values | Missing |
Fence has 1179 (80.8%) missing values | Missing |
MiscFeature has 1406 (96.3%) missing values | Missing |
Id is uniformly distributed | Uniform |
Id has unique values | Unique |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-09 18:50:28.959796 |
|---|---|
| Analysis finished | 2025-05-09 18:52:01.739485 |
| Duration | 1 minute and 32.78 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Id
Real number (ℝ)
Uniform Unique
| Distinct | 1460 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 730.5 |
| Minimum | 1 |
|---|---|
| Maximum | 1460 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 73.95 |
| Q1 | 365.75 |
| median | 730.5 |
| Q3 | 1095.25 |
| 95-th percentile | 1387.05 |
| Maximum | 1460 |
| Range | 1459 |
| Interquartile range (IQR) | 729.5 |
Descriptive statistics
| Standard deviation | 421.61001 |
|---|---|
| Coefficient of variation (CV) | 0.57715265 |
| Kurtosis | -1.2 |
| Mean | 730.5 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | 0 |
| Sum | 1066530 |
| Variance | 177755 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 982 | 1 | 0.1% |
| 980 | 1 | 0.1% |
| 979 | 1 | 0.1% |
| 978 | 1 | 0.1% |
| 977 | 1 | 0.1% |
| 976 | 1 | 0.1% |
| 975 | 1 | 0.1% |
| 974 | 1 | 0.1% |
| 973 | 1 | 0.1% |
| Other values (1450) | 1450 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 1460 | 1 | |
| 1459 | 1 | |
| 1458 | 1 | |
| 1457 | 1 | |
| 1456 | 1 | |
| 1455 | 1 | |
| 1454 | 1 | |
| 1453 | 1 | |
| 1452 | 1 | |
| 1451 | 1 |
MSSubClass
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.89726 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.300571 |
|---|---|
| Coefficient of variation (CV) | 0.74345532 |
| Kurtosis | 1.580188 |
| Mean | 56.89726 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4076567 |
| Sum | 83070 |
| Variance | 1789.3383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 60 | 299 | |
| 50 | 144 | 9.9% |
| 120 | 87 | 6.0% |
| 30 | 69 | 4.7% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 58 | 4.0% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) |
| 20 | 536 | |
| 30 | 69 | 4.7% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 299 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 58 | 4.0% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 87 | 6.0% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 58 | 4.0% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 299 |
MSZoning
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| RL | |
|---|---|
| RM | |
| FV | 65 |
| RH | 16 |
| C (all) | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0342466 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1151 | |
| RM | 218 | 14.9% |
| FV | 65 | 4.5% |
| RH | 16 | 1.1% |
| C (all) | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1151 | |
| rm | 218 | 14.8% |
| fv | 65 | 4.4% |
| rh | 16 | 1.1% |
| c | 10 | 0.7% |
| all | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
LotFrontage
Real number (ℝ)
High correlation Missing
| Distinct | 110 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 259 |
| Missing (%) | 17.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.049958 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 59 |
| median | 69 |
| Q3 | 80 |
| 95-th percentile | 107 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 24.284752 |
|---|---|
| Coefficient of variation (CV) | 0.3466776 |
| Kurtosis | 17.452867 |
| Mean | 70.049958 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 2.1635691 |
| Sum | 84130 |
| Variance | 589.74917 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 143 | 9.8% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.7% |
| 50 | 57 | 3.9% |
| 75 | 53 | 3.6% |
| 65 | 44 | 3.0% |
| 85 | 40 | 2.7% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| 21 | 23 | 1.6% |
| Other values (100) | 654 | |
| (Missing) | 259 | 17.7% |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 9 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
High correlation
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
Alley
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1369 |
| Missing (%) | 93.8% |
| Memory size | 11.5 KiB |
| Grvl | |
|---|---|
| Pave |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Grvl |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Grvl |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Grvl | 50 | 3.4% |
| Pave | 41 | 2.8% |
| (Missing) | 1369 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| grvl | 50 | |
| pave | 41 |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 91 | |
| G | 50 | |
| r | 50 | |
| l | 50 | |
| P | 41 | |
| a | 41 | |
| e | 41 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 364 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 91 | |
| G | 50 | |
| r | 50 | |
| l | 50 | |
| P | 41 | |
| a | 41 | |
| e | 41 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 364 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 91 | |
| G | 50 | |
| r | 50 | |
| l | 50 | |
| P | 41 | |
| a | 41 | |
| e | 41 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 364 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 91 | |
| G | 50 | |
| r | 50 | |
| l | 50 | |
| P | 41 | |
| a | 41 | |
| e | 41 |
LotShape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| IR3 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 925 | |
| IR1 | 484 | |
| IR2 | 41 | 2.8% |
| IR3 | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 925 | |
| ir1 | 484 | |
| ir2 | 41 | 2.8% |
| ir3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1460 | |
| e | 925 | |
| g | 925 | |
| I | 535 | 12.2% |
| 1 | 484 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
LotConfig
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 94 |
| FR2 | 47 |
| FR3 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.959589 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inside |
|---|---|
| 2nd row | FR2 |
| 3rd row | Inside |
| 4th row | Corner |
| 5th row | FR2 |
Common Values
| Value | Count | Frequency (%) |
| Inside | 1052 | |
| Corner | 263 | 18.0% |
| CulDSac | 94 | 6.4% |
| FR2 | 47 | 3.2% |
| FR3 | 4 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 1052 | |
| corner | 263 | 18.0% |
| culdsac | 94 | 6.4% |
| fr2 | 47 | 3.2% |
| fr3 | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8701 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1315 | |
| n | 1315 | |
| I | 1052 | |
| s | 1052 | |
| i | 1052 | |
| d | 1052 | |
| r | 526 | 6.0% |
| C | 357 | 4.1% |
| o | 263 | 3.0% |
| S | 94 | 1.1% |
| Other values (9) | 623 |
Neighborhood
Categorical
High correlation
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4945205 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Veenker |
| 3rd row | CollgCr |
| 4th row | Crawfor |
| 5th row | NoRidge |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 225 | |
| CollgCr | 150 | 10.3% |
| OldTown | 113 | 7.7% |
| Edwards | 100 | 6.8% |
| Somerst | 86 | 5.9% |
| Gilbert | 79 | 5.4% |
| NridgHt | 77 | 5.3% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
| SawyerW | 59 | 4.0% |
| Other values (15) | 424 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| names | 225 | |
| collgcr | 150 | 10.3% |
| oldtown | 113 | 7.7% |
| edwards | 100 | 6.8% |
| somerst | 86 | 5.9% |
| gilbert | 79 | 5.4% |
| nridght | 77 | 5.3% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
| sawyerw | 59 | 4.0% |
| Other values (15) | 424 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9482 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 931 | 9.8% |
| e | 905 | 9.5% |
| l | 622 | 6.6% |
| d | 506 | 5.3% |
| s | 486 | 5.1% |
| o | 483 | 5.1% |
| m | 439 | 4.6% |
| N | 425 | 4.5% |
| w | 414 | 4.4% |
| C | 407 | 4.3% |
| Other values (28) | 3864 |
BldgType
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 114 |
| Duplex | 52 |
| Twnhs | 43 |
| 2fmCon | 31 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.2993151 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 1220 | |
| TwnhsE | 114 | 7.8% |
| Duplex | 52 | 3.6% |
| Twnhs | 43 | 2.9% |
| 2fmCon | 31 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 1220 | |
| twnhse | 114 | 7.8% |
| duplex | 52 | 3.6% |
| twnhs | 43 | 2.9% |
| 2fmcon | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6277 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 1251 | |
| 1 | 1220 | |
| a | 1220 | |
| F | 1220 | |
| n | 188 | 3.0% |
| T | 157 | 2.5% |
| w | 157 | 2.5% |
| h | 157 | 2.5% |
| s | 157 | 2.5% |
| E | 114 | 1.8% |
| Other values (10) | 436 | 6.9% |
HouseStyle
Categorical
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 65 |
| SFoyer | 37 |
| Other values (3) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9109589 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 726 | |
| 2Story | 445 | |
| 1.5Fin | 154 | 10.5% |
| SLvl | 65 | 4.5% |
| SFoyer | 37 | 2.5% |
| 1.5Unf | 14 | 1.0% |
| 2.5Unf | 11 | 0.8% |
| 2.5Fin | 8 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 726 | |
| 2story | 445 | |
| 1.5fin | 154 | 10.5% |
| slvl | 65 | 4.5% |
| sfoyer | 37 | 2.5% |
| 1.5unf | 14 | 1.0% |
| 2.5unf | 11 | 0.8% |
| 2.5fin | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8630 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
OverallQual
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5753425 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1127993 |
|---|---|
| Coefficient of variation (CV) | 0.199593 |
| Kurtosis | 1.1064135 |
| Mean | 5.5753425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69306747 |
| Sum | 8140 |
| Variance | 1.2383224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 821 | |
| 6 | 252 | 17.3% |
| 7 | 205 | 14.0% |
| 8 | 72 | 4.9% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 4.9% |
| 7 | 205 | 14.0% |
| 6 | 252 | 17.3% |
| 5 | 821 | |
| 4 | 57 | 3.9% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
YearBuilt
Real number (ℝ)
High correlation
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
High correlation
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
RoofStyle
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gable | |
|---|---|
| Hip | |
| Flat | 13 |
| Gambrel | 11 |
| Mansard | 7 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6226027 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Gable |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1141 | |
| Hip | 286 | 19.6% |
| Flat | 13 | 0.9% |
| Gambrel | 11 | 0.8% |
| Mansard | 7 | 0.5% |
| Shed | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1141 | |
| hip | 286 | 19.6% |
| flat | 13 | 0.9% |
| gambrel | 11 | 0.8% |
| mansard | 7 | 0.5% |
| shed | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6749 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1179 | |
| l | 1165 | |
| e | 1154 | |
| G | 1152 | |
| b | 1152 | |
| H | 286 | 4.2% |
| i | 286 | 4.2% |
| p | 286 | 4.2% |
| r | 18 | 0.3% |
| t | 13 | 0.2% |
| Other values (8) | 58 | 0.9% |
Exterior1st
Categorical
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9794521 |
| Min length | 5 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Sdng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 515 | |
| HdBoard | 222 | |
| MetalSd | 220 | |
| Wd Sdng | 206 | 14.1% |
| Plywood | 108 | 7.4% |
| CemntBd | 61 | 4.2% |
| BrkFace | 50 | 3.4% |
| WdShing | 26 | 1.8% |
| Stucco | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (5) | 7 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 515 | |
| hdboard | 222 | |
| metalsd | 220 | |
| wd | 206 | 12.4% |
| sdng | 206 | 12.4% |
| plywood | 108 | 6.5% |
| cemntbd | 61 | 3.7% |
| brkface | 50 | 3.0% |
| wdshing | 26 | 1.6% |
| stucco | 25 | 1.5% |
| Other values (6) | 27 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10190 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1786 | |
| S | 1016 | 10.0% |
| l | 844 | 8.3% |
| n | 831 | 8.2% |
| y | 623 | 6.1% |
| i | 541 | 5.3% |
| V | 515 | 5.1% |
| a | 492 | 4.8% |
| o | 468 | 4.6% |
| B | 336 | 3.3% |
| Other values (22) | 2738 |
Exterior2nd
Categorical
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9732877 |
| Min length | 5 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Shng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 504 | |
| MetalSd | 214 | |
| HdBoard | 207 | |
| Wd Sdng | 197 | 13.5% |
| Plywood | 142 | 9.7% |
| CmentBd | 60 | 4.1% |
| Wd Shng | 38 | 2.6% |
| Stucco | 26 | 1.8% |
| BrkFace | 25 | 1.7% |
| AsbShng | 20 | 1.4% |
| Other values (6) | 27 | 1.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| vinylsd | 504 | |
| wd | 235 | |
| metalsd | 214 | |
| hdboard | 207 | |
| sdng | 197 | 11.6% |
| plywood | 142 | 8.3% |
| cmentbd | 60 | 3.5% |
| shng | 38 | 2.2% |
| stucco | 26 | 1.5% |
| brkface | 25 | 1.5% |
| Other values (8) | 54 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1017 | 10.0% |
| l | 861 | 8.5% |
| n | 834 | 8.2% |
| y | 646 | 6.3% |
| o | 523 | 5.1% |
| V | 504 | 5.0% |
| i | 504 | 5.0% |
| a | 446 | 4.4% |
| t | 316 | 3.1% |
| Other values (23) | 2764 |
MasVnrType
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 872 |
| Missing (%) | 59.7% |
| Memory size | 11.5 KiB |
| BrkFace | |
|---|---|
| Stone | |
| BrkCmn | 15 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5391156 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BrkFace |
|---|---|
| 2nd row | BrkFace |
| 3rd row | BrkFace |
| 4th row | Stone |
| 5th row | Stone |
Common Values
| Value | Count | Frequency (%) |
| BrkFace | 445 | |
| Stone | 128 | 8.8% |
| BrkCmn | 15 | 1.0% |
| (Missing) | 872 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| brkface | 445 | |
| stone | 128 | 21.8% |
| brkcmn | 15 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 573 | |
| B | 460 | |
| r | 460 | |
| k | 460 | |
| F | 445 | |
| a | 445 | |
| c | 445 | |
| n | 143 | 3.7% |
| S | 128 | 3.3% |
| t | 128 | 3.3% |
| Other values (3) | 158 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3845 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 573 | |
| B | 460 | |
| r | 460 | |
| k | 460 | |
| F | 445 | |
| a | 445 | |
| c | 445 | |
| n | 143 | 3.7% |
| S | 128 | 3.3% |
| t | 128 | 3.3% |
| Other values (3) | 158 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3845 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 573 | |
| B | 460 | |
| r | 460 | |
| k | 460 | |
| F | 445 | |
| a | 445 | |
| c | 445 | |
| n | 143 | 3.7% |
| S | 128 | 3.3% |
| t | 128 | 3.3% |
| Other values (3) | 158 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3845 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 573 | |
| B | 460 | |
| r | 460 | |
| k | 460 | |
| F | 445 | |
| a | 445 | |
| c | 445 | |
| n | 143 | 3.7% |
| S | 128 | 3.3% |
| t | 128 | 3.3% |
| Other values (3) | 158 | 4.1% |
ExterQual
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 488 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 488 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
ExterCond
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 28 |
| Ex | 3 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1282 | |
| Gd | 146 | 10.0% |
| Fa | 28 | 1.9% |
| Ex | 3 | 0.2% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1282 | |
| gd | 146 | 10.0% |
| fa | 28 | 1.9% |
| ex | 3 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1282 | |
| A | 1282 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 24 |
| Stone | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5157534 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | BrkTil |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 647 | |
| CBlock | 634 | |
| BrkTil | 146 | 10.0% |
| Slab | 24 | 1.6% |
| Stone | 6 | 0.4% |
| Wood | 3 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 647 | |
| cblock | 634 | |
| brktil | 146 | 10.0% |
| slab | 24 | 1.6% |
| stone | 6 | 0.4% |
| wood | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
BsmtQual
Categorical
High correlation Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 649 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
| (Missing) | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 649 | |
| gd | 618 | |
| ex | 121 | 8.5% |
| fa | 35 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
BsmtExposure
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 38 |
| Missing (%) | 2.6% |
| Memory size | 11.5 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 953 | |
| Av | 221 | 15.1% |
| Gd | 134 | 9.2% |
| Mn | 114 | 7.8% |
| (Missing) | 38 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 953 | |
| av | 221 | 15.5% |
| gd | 134 | 9.4% |
| mn | 114 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2844 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 953 | |
| o | 953 | |
| A | 221 | 7.8% |
| v | 221 | 7.8% |
| G | 134 | 4.7% |
| d | 134 | 4.7% |
| M | 114 | 4.0% |
| n | 114 | 4.0% |
BsmtFinType1
Categorical
Missing
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 430 | |
| GLQ | 418 | |
| ALQ | 220 | |
| BLQ | 148 | 10.1% |
| Rec | 133 | 9.1% |
| LwQ | 74 | 5.1% |
| (Missing) | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 430 | |
| glq | 418 | |
| alq | 220 | |
| blq | 148 | 10.4% |
| rec | 133 | 9.3% |
| lwq | 74 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4269 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 860 | |
| Q | 860 | |
| U | 430 | |
| n | 430 | |
| f | 430 | |
| G | 418 | |
| A | 220 | 5.2% |
| B | 148 | 3.5% |
| R | 133 | 3.1% |
| e | 133 | 3.1% |
| Other values (2) | 207 | 4.8% |
BsmtFinSF1
Real number (ℝ)
High correlation Zeros
| Distinct | 637 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.63973 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.09809 |
|---|---|
| Coefficient of variation (CV) | 1.0280822 |
| Kurtosis | 11.118236 |
| Mean | 443.63973 |
| Median Absolute Deviation (MAD) | 383.5 |
| Skewness | 1.6855031 |
| Sum | 647714 |
| Variance | 208025.47 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (627) | 939 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtUnfSF
Real number (ℝ)
High correlation Zeros
| Distinct | 780 |
|---|---|
| Distinct (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.24041 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 585 |
Descriptive statistics
| Standard deviation | 441.86696 |
|---|---|
| Coefficient of variation (CV) | 0.77897651 |
| Kurtosis | 0.47499399 |
| Mean | 567.24041 |
| Median Absolute Deviation (MAD) | 288 |
| Skewness | 0.92026845 |
| Sum | 828171 |
| Variance | 195246.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 384 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 300 | 7 | 0.5% |
| 572 | 7 | 0.5% |
| 270 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 672 | 6 | 0.4% |
| 440 | 6 | 0.4% |
| Other values (770) | 1280 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
TotalBsmtSF
Real number (ℝ)
High correlation Zeros
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.4295 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.70532 |
|---|---|
| Coefficient of variation (CV) | 0.41487905 |
| Kurtosis | 13.250483 |
| Mean | 1057.4295 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.5242545 |
| Sum | 1543847 |
| Variance | 192462.36 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
HeatingQC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 741 | |
| TA | 428 | |
| Gd | 241 | 16.5% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 741 | |
| ta | 428 | |
| gd | 241 | 16.5% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 741 | |
| x | 741 | |
| T | 428 | |
| A | 428 | |
| G | 241 | 8.3% |
| d | 241 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
CentralAir
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1365 | |
| False | 95 | 6.5% |
1stFlrSF
Real number (ℝ)
High correlation
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.6267 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.58774 |
|---|---|
| Coefficient of variation (CV) | 0.33251235 |
| Kurtosis | 5.7458415 |
| Mean | 1162.6267 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.3767566 |
| Sum | 1697435 |
| Variance | 149450.08 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
GrLivArea
Real number (ℝ)
High correlation
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
BsmtFullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 856 | |
| 1 | 588 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
FullBath
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
HalfBath
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 913 | |
| 1 | 535 | |
| 2 | 12 | 0.8% |
BedroomAbvGr
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8664384 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81577804 |
|---|---|
| Coefficient of variation (CV) | 0.2845964 |
| Kurtosis | 2.2308746 |
| Mean | 2.8664384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2117901 |
| Sum | 4185 |
| Variance | 0.66549382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 804 | |
| 2 | 358 | |
| 4 | 213 | 14.6% |
| 1 | 50 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 50 | 3.4% |
| 2 | 358 | |
| 3 | 804 | |
| 4 | 213 | 14.6% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 213 | 14.6% |
| 3 | 804 | |
| 2 | 358 | |
| 1 | 50 | 3.4% |
| 0 | 6 | 0.4% |
KitchenAbvGr
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
KitchenQual
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 735 | |
| Gd | 586 | |
| Ex | 100 | 6.8% |
| Fa | 39 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 735 | |
| gd | 586 | |
| ex | 100 | 6.8% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 735 | |
| A | 735 | |
| G | 586 | |
| d | 586 | |
| E | 100 | 3.4% |
| x | 100 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
TotRmsAbvGrd
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5178082 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6253933 |
|---|---|
| Coefficient of variation (CV) | 0.24937728 |
| Kurtosis | 0.88076157 |
| Mean | 6.5178082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.67634084 |
| Sum | 9516 |
| Variance | 2.6419033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 402 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 402 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 402 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
FireplaceQu
Categorical
Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 690 |
| Missing (%) | 47.3% |
| Memory size | 11.5 KiB |
| Gd | |
|---|---|
| TA | |
| Fa | 33 |
| Ex | 24 |
| Po | 20 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| Gd | 380 | |
| TA | 313 | |
| Fa | 33 | 2.3% |
| Ex | 24 | 1.6% |
| Po | 20 | 1.4% |
| (Missing) | 690 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gd | 380 | |
| ta | 313 | |
| fa | 33 | 4.3% |
| ex | 24 | 3.1% |
| po | 20 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1540 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1540 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1540 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 380 | |
| d | 380 | |
| T | 313 | |
| A | 313 | |
| F | 33 | 2.1% |
| a | 33 | 2.1% |
| E | 24 | 1.6% |
| x | 24 | 1.6% |
| P | 20 | 1.3% |
| o | 20 | 1.3% |
GarageType
Categorical
Missing
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| Basment | 19 |
| CarPort | 9 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0841189 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Detchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 870 | |
| Detchd | 387 | |
| BuiltIn | 88 | 6.0% |
| Basment | 19 | 1.3% |
| CarPort | 9 | 0.6% |
| 2Types | 6 | 0.4% |
| (Missing) | 81 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 870 | |
| detchd | 387 | |
| builtin | 88 | 6.4% |
| basment | 19 | 1.4% |
| carport | 9 | 0.7% |
| 2types | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 10.4% |
| e | 412 | 4.9% |
| D | 387 | 4.6% |
| n | 107 | 1.3% |
| B | 107 | 1.3% |
| u | 88 | 1.0% |
| Other values (14) | 405 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 10.4% |
| e | 412 | 4.9% |
| D | 387 | 4.6% |
| n | 107 | 1.3% |
| B | 107 | 1.3% |
| u | 88 | 1.0% |
| Other values (14) | 405 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 10.4% |
| e | 412 | 4.9% |
| D | 387 | 4.6% |
| n | 107 | 1.3% |
| B | 107 | 1.3% |
| u | 88 | 1.0% |
| Other values (14) | 405 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 2243 | |
| c | 1257 | |
| h | 1257 | |
| d | 1257 | |
| A | 870 | 10.4% |
| e | 412 | 4.9% |
| D | 387 | 4.6% |
| n | 107 | 1.3% |
| B | 107 | 1.3% |
| u | 88 | 1.0% |
| Other values (14) | 405 | 4.8% |
GarageFinish
Categorical
High correlation Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 605 | |
| RFn | 422 | |
| Fin | 352 | |
| (Missing) | 81 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 605 | |
| rfn | 422 | |
| fin | 352 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4137 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4137 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4137 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1379 | |
| F | 774 | |
| U | 605 | |
| f | 605 | |
| R | 422 | 10.2% |
| i | 352 | 8.5% |
GarageCars
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | 81 |
| 4 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1460 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
GarageArea
Real number (ℝ)
High correlation Zeros
| Distinct | 441 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.98014 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.80484 |
|---|---|
| Coefficient of variation (CV) | 0.45203768 |
| Kurtosis | 0.9170672 |
| Mean | 472.98014 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.17998091 |
| Sum | 690551 |
| Variance | 45712.51 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 440 | 49 | 3.4% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 34 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.8% |
| 400 | 25 | 1.7% |
| 264 | 24 | 1.6% |
| 480 | 24 | 1.6% |
| Other values (431) | 1078 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
Fence
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1179 |
| Missing (%) | 80.8% |
| Memory size | 11.5 KiB |
| MnPrv | |
|---|---|
| GdPrv | |
| GdWo | |
| MnWw | 11 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7686833 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MnPrv |
|---|---|
| 2nd row | GdWo |
| 3rd row | GdPrv |
| 4th row | MnPrv |
| 5th row | GdPrv |
Common Values
| Value | Count | Frequency (%) |
| MnPrv | 157 | 10.8% |
| GdPrv | 59 | 4.0% |
| GdWo | 54 | 3.7% |
| MnWw | 11 | 0.8% |
| (Missing) | 1179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mnprv | 157 | |
| gdprv | 59 | 21.0% |
| gdwo | 54 | 19.2% |
| mnww | 11 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1340 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1340 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1340 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 216 | |
| r | 216 | |
| v | 216 | |
| M | 168 | |
| n | 168 | |
| G | 113 | |
| d | 113 | |
| W | 65 | 4.9% |
| o | 54 | 4.0% |
| w | 11 | 0.8% |
MiscFeature
Categorical
High correlation Imbalance Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 1406 |
| Missing (%) | 96.3% |
| Memory size | 11.5 KiB |
| Shed | |
|---|---|
| Gar2 | 2 |
| Othr | 2 |
| TenC | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | Shed |
|---|---|
| 2nd row | Shed |
| 3rd row | Shed |
| 4th row | Shed |
| 5th row | Shed |
Common Values
| Value | Count | Frequency (%) |
| Shed | 49 | 3.4% |
| Gar2 | 2 | 0.1% |
| Othr | 2 | 0.1% |
| TenC | 1 | 0.1% |
| (Missing) | 1406 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| shed | 49 | |
| gar2 | 2 | 3.7% |
| othr | 2 | 3.7% |
| tenc | 1 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 51 | |
| e | 50 | |
| S | 49 | |
| d | 49 | |
| r | 4 | 1.9% |
| G | 2 | 0.9% |
| a | 2 | 0.9% |
| 2 | 2 | 0.9% |
| O | 2 | 0.9% |
| t | 2 | 0.9% |
| Other values (3) | 3 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 216 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 51 | |
| e | 50 | |
| S | 49 | |
| d | 49 | |
| r | 4 | 1.9% |
| G | 2 | 0.9% |
| a | 2 | 0.9% |
| 2 | 2 | 0.9% |
| O | 2 | 0.9% |
| t | 2 | 0.9% |
| Other values (3) | 3 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 216 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 51 | |
| e | 50 | |
| S | 49 | |
| d | 49 | |
| r | 4 | 1.9% |
| G | 2 | 0.9% |
| a | 2 | 0.9% |
| 2 | 2 | 0.9% |
| O | 2 | 0.9% |
| t | 2 | 0.9% |
| Other values (3) | 3 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 216 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 51 | |
| e | 50 | |
| S | 49 | |
| d | 49 | |
| r | 4 | 1.9% |
| G | 2 | 0.9% |
| a | 2 | 0.9% |
| 2 | 2 | 0.9% |
| O | 2 | 0.9% |
| t | 2 | 0.9% |
| Other values (3) | 3 | 1.4% |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3219178 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.7036262 |
|---|---|
| Coefficient of variation (CV) | 0.42765918 |
| Kurtosis | -0.40410934 |
| Mean | 6.3219178 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21205299 |
| Sum | 9230 |
| Variance | 7.3095947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 253 | |
| 7 | 234 | |
| 5 | 204 | |
| 4 | 141 | |
| 8 | 122 | |
| 3 | 106 | |
| 10 | 89 | 6.1% |
| 11 | 79 | 5.4% |
| 9 | 63 | 4.3% |
| 12 | 59 | 4.0% |
| Other values (2) | 110 |
| Value | Count | Frequency (%) |
| 1 | 58 | 4.0% |
| 2 | 52 | 3.6% |
| 3 | 106 | |
| 4 | 141 | |
| 5 | 204 | |
| 6 | 253 | |
| 7 | 234 | |
| 8 | 122 | |
| 9 | 63 | 4.3% |
| 10 | 89 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 59 | 4.0% |
| 11 | 79 | 5.4% |
| 10 | 89 | 6.1% |
| 9 | 63 | 4.3% |
| 8 | 122 | |
| 7 | 234 | |
| 6 | 253 | |
| 5 | 204 | |
| 4 | 141 | |
| 3 | 106 |
YrSold
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2009 | |
|---|---|
| 2007 | |
| 2006 | |
| 2008 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2008 |
|---|---|
| 2nd row | 2007 |
| 3rd row | 2008 |
| 4th row | 2006 |
| 5th row | 2008 |
Common Values
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2009 | 338 | |
| 2007 | 329 | |
| 2006 | 314 | |
| 2008 | 304 | |
| 2010 | 175 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5840 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2920 | |
| 2 | 1460 | |
| 9 | 338 | 5.8% |
| 7 | 329 | 5.6% |
| 6 | 314 | 5.4% |
| 8 | 304 | 5.2% |
| 1 | 175 | 3.0% |
SalePrice
Real number (ℝ)
High correlation
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
Interactions
Correlations
| 1stFlrSF | Alley | BedroomAbvGr | BldgType | BsmtExposure | BsmtFinSF1 | BsmtFinType1 | BsmtFullBath | BsmtQual | BsmtUnfSF | CentralAir | ExterCond | ExterQual | Exterior1st | Exterior2nd | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | GarageArea | GarageCars | GarageFinish | GarageType | GrLivArea | HalfBath | HeatingQC | HouseStyle | Id | KitchenAbvGr | KitchenQual | LotArea | LotConfig | LotFrontage | LotShape | MSSubClass | MSZoning | MasVnrType | MiscFeature | MoSold | Neighborhood | OverallCond | OverallQual | RoofStyle | SalePrice | TotRmsAbvGrd | TotalBsmtSF | YearBuilt | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1stFlrSF | 1.000 | 0.358 | 0.141 | 0.184 | 0.176 | 0.323 | 0.110 | 0.191 | 0.264 | 0.224 | 0.144 | 0.000 | 0.271 | 0.182 | 0.155 | 0.044 | 0.113 | 0.341 | 0.088 | 0.258 | 0.490 | 0.238 | 0.241 | 0.164 | 0.494 | 0.121 | 0.094 | 0.160 | -0.001 | 0.041 | 0.251 | 0.444 | 0.057 | 0.428 | 0.207 | -0.278 | 0.160 | 0.168 | 0.046 | 0.054 | 0.241 | -0.167 | 0.409 | 0.150 | 0.575 | 0.362 | 0.829 | 0.293 | 0.240 | 0.008 |
| Alley | 0.358 | 1.000 | 0.205 | 0.542 | 0.056 | 0.000 | 0.222 | 0.000 | 0.514 | 0.288 | 0.142 | 0.116 | 0.586 | 0.425 | 0.373 | 0.000 | 0.000 | 0.000 | 0.533 | 0.371 | 0.261 | 0.343 | 0.538 | 0.133 | 0.067 | 0.262 | 0.321 | 0.132 | 0.000 | 0.000 | 0.458 | 1.000 | 0.000 | 0.340 | 0.154 | 0.509 | 0.717 | 0.000 | 1.000 | 0.000 | 0.756 | 0.445 | 0.509 | 0.000 | 0.476 | 0.250 | 0.322 | 0.619 | 0.487 | 0.000 |
| BedroomAbvGr | 0.141 | 0.205 | 1.000 | 0.302 | 0.101 | -0.084 | 0.105 | 0.255 | 0.090 | 0.158 | 0.160 | 0.000 | 0.171 | 0.082 | 0.067 | 0.100 | 0.077 | 0.107 | 0.086 | 0.448 | 0.112 | 0.134 | 0.110 | 0.156 | 0.543 | 0.250 | 0.021 | 0.242 | 0.042 | 0.233 | 0.131 | 0.338 | 0.000 | 0.328 | 0.033 | 0.069 | 0.165 | 0.064 | 0.327 | 0.051 | 0.206 | -0.004 | 0.122 | 0.140 | 0.235 | 0.668 | 0.059 | -0.035 | -0.054 | 0.021 |
| BldgType | 0.184 | 0.542 | 0.302 | 1.000 | 0.075 | 0.000 | 0.099 | 0.160 | 0.163 | 0.122 | 0.289 | 0.110 | 0.176 | 0.163 | 0.187 | 0.000 | 0.000 | 0.125 | 0.188 | 0.105 | 0.141 | 0.154 | 0.185 | 0.157 | 0.049 | 0.229 | 0.112 | 0.156 | 0.000 | 0.488 | 0.149 | 0.036 | 0.069 | 0.313 | 0.084 | 0.851 | 0.189 | 0.022 | 0.370 | 0.000 | 0.419 | 0.128 | 0.131 | 0.048 | 0.088 | 0.198 | 0.120 | 0.250 | 0.195 | 0.000 |
| BsmtExposure | 0.176 | 0.056 | 0.101 | 0.075 | 1.000 | 0.234 | 0.199 | 0.200 | 0.195 | 0.127 | 0.076 | 0.000 | 0.155 | 0.124 | 0.141 | 0.000 | 0.044 | 0.130 | 0.128 | 0.099 | 0.172 | 0.157 | 0.176 | 0.138 | 0.120 | 0.070 | 0.081 | 0.230 | 0.000 | 0.036 | 0.135 | 0.145 | 0.068 | 0.115 | 0.101 | 0.201 | 0.075 | 0.113 | 0.000 | 0.000 | 0.270 | 0.096 | 0.181 | 0.138 | 0.206 | 0.102 | 0.188 | 0.178 | 0.151 | 0.031 |
| BsmtFinSF1 | 0.323 | 0.000 | -0.084 | 0.000 | 0.234 | 1.000 | 0.271 | 0.397 | 0.241 | -0.574 | 0.152 | 0.000 | 0.208 | 0.138 | 0.139 | 0.000 | 0.116 | 0.298 | 0.111 | 0.158 | 0.244 | 0.176 | 0.202 | 0.119 | 0.057 | 0.012 | 0.059 | 0.114 | -0.013 | 0.000 | 0.209 | 0.172 | 0.045 | 0.154 | 0.206 | -0.108 | 0.091 | 0.144 | 0.000 | -0.016 | 0.201 | -0.011 | 0.133 | 0.096 | 0.302 | -0.050 | 0.410 | 0.190 | 0.063 | 0.000 |
| BsmtFinType1 | 0.110 | 0.222 | 0.105 | 0.099 | 0.199 | 0.271 | 1.000 | 0.338 | 0.333 | 0.295 | 0.175 | 0.061 | 0.292 | 0.216 | 0.223 | 0.117 | 0.164 | 0.112 | 0.315 | 0.226 | 0.154 | 0.212 | 0.258 | 0.158 | 0.108 | 0.054 | 0.202 | 0.161 | 0.000 | 0.033 | 0.276 | 0.013 | 0.059 | 0.052 | 0.051 | 0.182 | 0.136 | 0.254 | 0.198 | 0.010 | 0.313 | 0.171 | 0.231 | 0.056 | 0.207 | 0.103 | 0.132 | 0.351 | 0.263 | 0.000 |
| BsmtFullBath | 0.191 | 0.000 | 0.255 | 0.160 | 0.200 | 0.397 | 0.338 | 1.000 | 0.102 | 0.265 | 0.106 | 0.000 | 0.071 | 0.089 | 0.083 | 0.074 | 0.072 | 0.112 | 0.103 | 0.264 | 0.137 | 0.115 | 0.114 | 0.140 | 0.136 | 0.152 | 0.060 | 0.165 | 0.000 | 0.129 | 0.095 | 0.211 | 0.000 | 0.155 | 0.094 | 0.209 | 0.071 | 0.079 | 0.000 | 0.000 | 0.189 | 0.000 | 0.066 | 0.125 | 0.140 | 0.063 | 0.204 | 0.144 | 0.122 | 0.052 |
| BsmtQual | 0.264 | 0.514 | 0.090 | 0.163 | 0.195 | 0.241 | 0.333 | 0.102 | 1.000 | 0.185 | 0.214 | 0.111 | 0.462 | 0.324 | 0.316 | 0.106 | 0.256 | 0.178 | 0.405 | 0.347 | 0.335 | 0.402 | 0.410 | 0.266 | 0.249 | 0.154 | 0.271 | 0.212 | 0.000 | 0.076 | 0.419 | 0.000 | 0.086 | 0.125 | 0.136 | 0.266 | 0.191 | 0.282 | 0.000 | 0.000 | 0.535 | 0.323 | 0.510 | 0.167 | 0.455 | 0.189 | 0.293 | 0.516 | 0.392 | 0.000 |
| BsmtUnfSF | 0.224 | 0.288 | 0.158 | 0.122 | 0.127 | -0.574 | 0.295 | 0.265 | 0.185 | 1.000 | 0.060 | 0.026 | 0.251 | 0.094 | 0.102 | 0.000 | 0.159 | 0.087 | 0.170 | 0.187 | 0.109 | 0.179 | 0.156 | 0.105 | 0.253 | 0.122 | 0.098 | 0.150 | -0.010 | 0.062 | 0.193 | 0.078 | 0.012 | 0.119 | 0.039 | -0.118 | 0.072 | 0.124 | 0.000 | 0.037 | 0.191 | -0.128 | 0.273 | 0.091 | 0.185 | 0.261 | 0.329 | 0.139 | 0.177 | 0.043 |
| CentralAir | 0.144 | 0.142 | 0.160 | 0.289 | 0.076 | 0.152 | 0.175 | 0.106 | 0.214 | 0.060 | 1.000 | 0.200 | 0.278 | 0.349 | 0.330 | 0.054 | 0.063 | 0.196 | 0.365 | 0.103 | 0.276 | 0.283 | 0.243 | 0.303 | 0.158 | 0.130 | 0.379 | 0.233 | 0.000 | 0.245 | 0.343 | 0.000 | 0.063 | 0.052 | 0.108 | 0.254 | 0.297 | 0.000 | 0.221 | 0.000 | 0.382 | 0.315 | 0.374 | 0.055 | 0.418 | 0.112 | 0.223 | 0.438 | 0.378 | 0.000 |
| ExterCond | 0.000 | 0.116 | 0.000 | 0.110 | 0.000 | 0.000 | 0.061 | 0.000 | 0.111 | 0.026 | 0.200 | 1.000 | 0.182 | 0.095 | 0.067 | 0.073 | 0.000 | 0.034 | 0.123 | 0.075 | 0.114 | 0.129 | 0.104 | 0.066 | 0.053 | 0.051 | 0.062 | 0.103 | 0.032 | 0.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.000 | 0.115 | 0.079 | 0.107 | 0.368 | 0.000 | 0.153 | 0.379 | 0.195 | 0.092 | 0.105 | 0.000 | 0.038 | 0.189 | 0.099 | 0.011 |
| ExterQual | 0.271 | 0.586 | 0.171 | 0.176 | 0.155 | 0.208 | 0.292 | 0.071 | 0.462 | 0.251 | 0.278 | 0.182 | 1.000 | 0.351 | 0.355 | 0.091 | 0.207 | 0.185 | 0.371 | 0.318 | 0.344 | 0.361 | 0.382 | 0.276 | 0.286 | 0.151 | 0.324 | 0.176 | 0.000 | 0.088 | 0.546 | 0.000 | 0.014 | 0.138 | 0.112 | 0.243 | 0.239 | 0.248 | 0.125 | 0.032 | 0.485 | 0.319 | 0.614 | 0.146 | 0.476 | 0.274 | 0.319 | 0.435 | 0.389 | 0.038 |
| Exterior1st | 0.182 | 0.425 | 0.082 | 0.163 | 0.124 | 0.138 | 0.216 | 0.089 | 0.324 | 0.094 | 0.349 | 0.095 | 0.351 | 1.000 | 0.759 | 0.000 | 0.210 | 0.145 | 0.315 | 0.237 | 0.142 | 0.243 | 0.333 | 0.209 | 0.111 | 0.120 | 0.266 | 0.160 | 0.000 | 0.157 | 0.290 | 0.026 | 0.052 | 0.113 | 0.082 | 0.188 | 0.178 | 0.292 | 0.075 | 0.000 | 0.288 | 0.189 | 0.200 | 0.138 | 0.164 | 0.098 | 0.134 | 0.335 | 0.285 | 0.041 |
| Exterior2nd | 0.155 | 0.373 | 0.067 | 0.187 | 0.141 | 0.139 | 0.223 | 0.083 | 0.316 | 0.102 | 0.330 | 0.067 | 0.355 | 0.759 | 1.000 | 0.000 | 0.174 | 0.118 | 0.314 | 0.225 | 0.139 | 0.235 | 0.335 | 0.216 | 0.123 | 0.166 | 0.265 | 0.167 | 0.000 | 0.130 | 0.284 | 0.071 | 0.076 | 0.129 | 0.093 | 0.210 | 0.186 | 0.268 | 0.370 | 0.005 | 0.317 | 0.169 | 0.193 | 0.160 | 0.175 | 0.099 | 0.144 | 0.326 | 0.277 | 0.030 |
| Fence | 0.044 | 0.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.117 | 0.074 | 0.106 | 0.000 | 0.054 | 0.073 | 0.091 | 0.000 | 0.000 | 1.000 | 0.000 | 0.054 | 0.030 | 0.106 | 0.130 | 0.119 | 0.096 | 0.175 | 0.082 | 0.153 | 0.022 | 0.142 | 0.000 | 0.000 | 0.148 | 0.128 | 0.000 | 0.000 | 0.116 | 0.145 | 0.000 | 0.000 | 0.000 | 0.089 | 0.123 | 0.052 | 0.205 | 0.000 | 0.120 | 0.077 | 0.000 | 0.080 | 0.152 | 0.000 |
| FireplaceQu | 0.113 | 0.000 | 0.077 | 0.000 | 0.044 | 0.116 | 0.164 | 0.072 | 0.256 | 0.159 | 0.063 | 0.000 | 0.207 | 0.210 | 0.174 | 0.000 | 1.000 | 0.058 | 0.141 | 0.129 | 0.163 | 0.180 | 0.116 | 0.100 | 0.182 | 0.072 | 0.139 | 0.118 | 0.000 | 0.039 | 0.228 | 0.000 | 0.041 | 0.000 | 0.000 | 0.120 | 0.053 | 0.304 | 0.000 | 0.020 | 0.305 | 0.122 | 0.252 | 0.067 | 0.203 | 0.122 | 0.145 | 0.284 | 0.304 | 0.000 |
| Fireplaces | 0.341 | 0.000 | 0.107 | 0.125 | 0.130 | 0.298 | 0.112 | 0.112 | 0.178 | 0.087 | 0.196 | 0.034 | 0.185 | 0.145 | 0.118 | 0.054 | 0.058 | 1.000 | 0.120 | 0.180 | 0.228 | 0.202 | 0.249 | 0.208 | 0.376 | 0.164 | 0.097 | 0.099 | 0.000 | 0.086 | 0.184 | 0.160 | 0.049 | 0.250 | 0.141 | 0.193 | 0.136 | 0.004 | 0.083 | 0.000 | 0.305 | 0.105 | 0.267 | 0.080 | 0.289 | 0.223 | 0.320 | 0.169 | 0.136 | 0.030 |
| Foundation | 0.088 | 0.533 | 0.086 | 0.188 | 0.128 | 0.111 | 0.315 | 0.103 | 0.405 | 0.170 | 0.365 | 0.123 | 0.371 | 0.315 | 0.314 | 0.030 | 0.141 | 0.120 | 1.000 | 0.285 | 0.189 | 0.270 | 0.376 | 0.237 | 0.152 | 0.164 | 0.293 | 0.216 | 0.000 | 0.167 | 0.343 | 0.000 | 0.043 | 0.115 | 0.117 | 0.263 | 0.224 | 0.236 | 0.000 | 0.000 | 0.417 | 0.256 | 0.291 | 0.092 | 0.258 | 0.118 | 0.233 | 0.502 | 0.322 | 0.033 |
| FullBath | 0.258 | 0.371 | 0.448 | 0.105 | 0.099 | 0.158 | 0.226 | 0.264 | 0.347 | 0.187 | 0.103 | 0.075 | 0.318 | 0.237 | 0.225 | 0.106 | 0.129 | 0.180 | 0.285 | 1.000 | 0.279 | 0.329 | 0.325 | 0.264 | 0.468 | 0.230 | 0.199 | 0.236 | 0.000 | 0.113 | 0.278 | 0.098 | 0.041 | 0.135 | 0.102 | 0.249 | 0.175 | 0.144 | 0.543 | 0.044 | 0.369 | 0.309 | 0.404 | 0.139 | 0.416 | 0.389 | 0.236 | 0.351 | 0.270 | 0.000 |
| GarageArea | 0.490 | 0.261 | 0.112 | 0.141 | 0.172 | 0.244 | 0.154 | 0.137 | 0.335 | 0.109 | 0.276 | 0.114 | 0.344 | 0.142 | 0.139 | 0.130 | 0.163 | 0.228 | 0.189 | 0.279 | 1.000 | 0.759 | 0.291 | 0.194 | 0.468 | 0.160 | 0.141 | 0.122 | 0.007 | 0.092 | 0.334 | 0.367 | 0.042 | 0.378 | 0.156 | -0.047 | 0.189 | 0.199 | 0.000 | 0.033 | 0.259 | -0.201 | 0.542 | 0.077 | 0.649 | 0.331 | 0.487 | 0.528 | 0.398 | 0.000 |
| GarageCars | 0.238 | 0.343 | 0.134 | 0.154 | 0.157 | 0.176 | 0.212 | 0.115 | 0.402 | 0.179 | 0.283 | 0.129 | 0.361 | 0.243 | 0.235 | 0.119 | 0.180 | 0.202 | 0.270 | 0.329 | 0.759 | 1.000 | 0.325 | 0.228 | 0.287 | 0.197 | 0.180 | 0.164 | 0.000 | 0.123 | 0.363 | 0.011 | 0.044 | 0.182 | 0.120 | 0.243 | 0.144 | 0.207 | 0.055 | 0.000 | 0.391 | 0.219 | 0.402 | 0.133 | 0.416 | 0.242 | 0.260 | 0.340 | 0.276 | 0.000 |
| GarageFinish | 0.241 | 0.538 | 0.110 | 0.185 | 0.176 | 0.202 | 0.258 | 0.114 | 0.410 | 0.156 | 0.243 | 0.104 | 0.382 | 0.333 | 0.335 | 0.096 | 0.116 | 0.249 | 0.376 | 0.325 | 0.291 | 0.325 | 1.000 | 0.453 | 0.259 | 0.170 | 0.288 | 0.240 | 0.000 | 0.120 | 0.349 | 0.049 | 0.036 | 0.159 | 0.169 | 0.329 | 0.225 | 0.150 | 0.053 | 0.000 | 0.474 | 0.258 | 0.409 | 0.110 | 0.413 | 0.212 | 0.280 | 0.461 | 0.356 | 0.000 |
| GarageType | 0.164 | 0.133 | 0.156 | 0.157 | 0.138 | 0.119 | 0.158 | 0.140 | 0.266 | 0.105 | 0.303 | 0.066 | 0.276 | 0.209 | 0.216 | 0.175 | 0.100 | 0.208 | 0.237 | 0.264 | 0.194 | 0.228 | 0.453 | 1.000 | 0.198 | 0.214 | 0.149 | 0.219 | 0.000 | 0.190 | 0.221 | 0.049 | 0.056 | 0.122 | 0.139 | 0.267 | 0.213 | 0.256 | 0.000 | 0.017 | 0.313 | 0.182 | 0.213 | 0.067 | 0.227 | 0.176 | 0.170 | 0.285 | 0.210 | 0.000 |
| GrLivArea | 0.494 | 0.067 | 0.543 | 0.049 | 0.120 | 0.057 | 0.108 | 0.136 | 0.249 | 0.253 | 0.158 | 0.053 | 0.286 | 0.111 | 0.123 | 0.082 | 0.182 | 0.376 | 0.152 | 0.468 | 0.468 | 0.287 | 0.259 | 0.198 | 1.000 | 0.300 | 0.143 | 0.258 | 0.003 | 0.000 | 0.266 | 0.449 | 0.046 | 0.376 | 0.222 | 0.204 | 0.106 | 0.094 | 0.321 | 0.081 | 0.209 | -0.154 | 0.603 | 0.062 | 0.731 | 0.828 | 0.371 | 0.288 | 0.282 | 0.042 |
| HalfBath | 0.121 | 0.262 | 0.250 | 0.229 | 0.070 | 0.012 | 0.054 | 0.152 | 0.154 | 0.122 | 0.130 | 0.051 | 0.151 | 0.120 | 0.166 | 0.153 | 0.072 | 0.164 | 0.164 | 0.230 | 0.160 | 0.197 | 0.170 | 0.214 | 0.300 | 1.000 | 0.097 | 0.461 | 0.000 | 0.192 | 0.148 | 0.000 | 0.000 | 0.033 | 0.084 | 0.512 | 0.140 | 0.101 | 0.482 | 0.055 | 0.300 | 0.079 | 0.225 | 0.210 | 0.208 | 0.270 | 0.097 | 0.227 | 0.200 | 0.000 |
| HeatingQC | 0.094 | 0.321 | 0.021 | 0.112 | 0.081 | 0.059 | 0.202 | 0.060 | 0.271 | 0.098 | 0.379 | 0.062 | 0.324 | 0.266 | 0.265 | 0.022 | 0.139 | 0.097 | 0.293 | 0.199 | 0.141 | 0.180 | 0.288 | 0.149 | 0.143 | 0.097 | 1.000 | 0.168 | 0.000 | 0.096 | 0.318 | 0.000 | 0.010 | 0.049 | 0.053 | 0.168 | 0.117 | 0.219 | 0.080 | 0.017 | 0.296 | 0.178 | 0.259 | 0.000 | 0.238 | 0.099 | 0.140 | 0.336 | 0.328 | 0.004 |
| HouseStyle | 0.160 | 0.132 | 0.242 | 0.156 | 0.230 | 0.114 | 0.161 | 0.165 | 0.212 | 0.150 | 0.233 | 0.103 | 0.176 | 0.160 | 0.167 | 0.142 | 0.118 | 0.099 | 0.216 | 0.236 | 0.122 | 0.164 | 0.240 | 0.219 | 0.258 | 0.461 | 0.168 | 1.000 | 0.019 | 0.150 | 0.147 | 0.000 | 0.000 | 0.044 | 0.073 | 0.617 | 0.184 | 0.139 | 0.000 | 0.000 | 0.294 | 0.122 | 0.144 | 0.102 | 0.129 | 0.266 | 0.164 | 0.291 | 0.200 | 0.000 |
| Id | -0.001 | 0.000 | 0.042 | 0.000 | 0.000 | -0.013 | 0.000 | 0.000 | 0.000 | -0.010 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.019 | 1.000 | 0.038 | 0.000 | -0.005 | 0.000 | -0.033 | 0.013 | 0.019 | 0.000 | 0.039 | 0.185 | 0.019 | 0.000 | 0.004 | -0.029 | 0.049 | -0.019 | 0.026 | -0.033 | -0.005 | -0.012 | 0.018 |
| KitchenAbvGr | 0.041 | 0.000 | 0.233 | 0.488 | 0.036 | 0.000 | 0.033 | 0.129 | 0.076 | 0.062 | 0.245 | 0.000 | 0.088 | 0.157 | 0.130 | 0.000 | 0.039 | 0.086 | 0.167 | 0.113 | 0.092 | 0.123 | 0.120 | 0.190 | 0.000 | 0.192 | 0.096 | 0.150 | 0.038 | 1.000 | 0.102 | 0.000 | 0.041 | 0.019 | 0.037 | 0.476 | 0.091 | 0.000 | 0.398 | 0.020 | 0.102 | 0.073 | 0.106 | 0.160 | 0.046 | 0.174 | 0.070 | 0.214 | 0.114 | 0.000 |
| KitchenQual | 0.251 | 0.458 | 0.131 | 0.149 | 0.135 | 0.209 | 0.276 | 0.095 | 0.419 | 0.193 | 0.343 | 0.178 | 0.546 | 0.290 | 0.284 | 0.148 | 0.228 | 0.184 | 0.343 | 0.278 | 0.334 | 0.363 | 0.349 | 0.221 | 0.266 | 0.148 | 0.318 | 0.147 | 0.000 | 0.102 | 1.000 | 0.000 | 0.000 | 0.107 | 0.092 | 0.226 | 0.174 | 0.258 | 0.191 | 0.031 | 0.444 | 0.247 | 0.540 | 0.111 | 0.462 | 0.238 | 0.296 | 0.402 | 0.417 | 0.000 |
| LotArea | 0.444 | 1.000 | 0.338 | 0.036 | 0.145 | 0.172 | 0.013 | 0.211 | 0.000 | 0.078 | 0.000 | 0.000 | 0.000 | 0.026 | 0.071 | 0.128 | 0.000 | 0.160 | 0.000 | 0.098 | 0.367 | 0.011 | 0.049 | 0.049 | 0.449 | 0.000 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | 1.000 | 0.079 | 0.650 | 0.266 | -0.270 | 0.000 | 0.183 | 0.000 | 0.006 | 0.162 | -0.047 | 0.233 | 0.112 | 0.456 | 0.406 | 0.366 | 0.103 | 0.075 | 0.000 |
| LotConfig | 0.057 | 0.000 | 0.000 | 0.069 | 0.068 | 0.045 | 0.059 | 0.000 | 0.086 | 0.012 | 0.063 | 0.000 | 0.014 | 0.052 | 0.076 | 0.000 | 0.041 | 0.049 | 0.043 | 0.041 | 0.042 | 0.044 | 0.036 | 0.056 | 0.046 | 0.000 | 0.010 | 0.000 | 0.000 | 0.041 | 0.000 | 0.079 | 1.000 | 0.165 | 0.221 | 0.062 | 0.064 | 0.000 | 0.042 | 0.032 | 0.137 | 0.000 | 0.017 | 0.075 | 0.087 | 0.000 | 0.029 | 0.105 | 0.086 | 0.031 |
| LotFrontage | 0.428 | 0.340 | 0.328 | 0.313 | 0.115 | 0.154 | 0.052 | 0.155 | 0.125 | 0.119 | 0.052 | 0.000 | 0.138 | 0.113 | 0.129 | 0.000 | 0.000 | 0.250 | 0.115 | 0.135 | 0.378 | 0.182 | 0.159 | 0.122 | 0.376 | 0.033 | 0.049 | 0.044 | -0.033 | 0.019 | 0.107 | 0.650 | 0.165 | 1.000 | 0.297 | -0.314 | 0.193 | 0.036 | 0.000 | 0.026 | 0.245 | -0.083 | 0.255 | 0.154 | 0.409 | 0.366 | 0.386 | 0.195 | 0.117 | 0.007 |
| LotShape | 0.207 | 0.154 | 0.033 | 0.084 | 0.101 | 0.206 | 0.051 | 0.094 | 0.136 | 0.039 | 0.108 | 0.000 | 0.112 | 0.082 | 0.093 | 0.116 | 0.000 | 0.141 | 0.117 | 0.102 | 0.156 | 0.120 | 0.169 | 0.139 | 0.222 | 0.084 | 0.053 | 0.073 | 0.013 | 0.037 | 0.092 | 0.266 | 0.221 | 0.297 | 1.000 | 0.138 | 0.152 | 0.057 | 0.068 | 0.000 | 0.244 | 0.060 | 0.116 | 0.035 | 0.197 | 0.090 | 0.200 | 0.174 | 0.139 | 0.000 |
| MSSubClass | -0.278 | 0.509 | 0.069 | 0.851 | 0.201 | -0.108 | 0.182 | 0.209 | 0.266 | -0.118 | 0.254 | 0.115 | 0.243 | 0.188 | 0.210 | 0.145 | 0.120 | 0.193 | 0.263 | 0.249 | -0.047 | 0.243 | 0.329 | 0.267 | 0.204 | 0.512 | 0.168 | 0.617 | 0.019 | 0.476 | 0.226 | -0.270 | 0.062 | -0.314 | 0.138 | 1.000 | 0.264 | 0.140 | 0.278 | 0.018 | 0.422 | -0.072 | 0.108 | 0.117 | 0.007 | 0.166 | -0.319 | 0.036 | 0.007 | 0.000 |
| MSZoning | 0.160 | 0.717 | 0.165 | 0.189 | 0.075 | 0.091 | 0.136 | 0.071 | 0.191 | 0.072 | 0.297 | 0.079 | 0.239 | 0.178 | 0.186 | 0.000 | 0.053 | 0.136 | 0.224 | 0.175 | 0.189 | 0.144 | 0.225 | 0.213 | 0.106 | 0.140 | 0.117 | 0.184 | 0.000 | 0.091 | 0.174 | 0.000 | 0.064 | 0.193 | 0.152 | 0.264 | 1.000 | 0.059 | 0.000 | 0.023 | 0.641 | 0.161 | 0.190 | 0.073 | 0.206 | 0.175 | 0.119 | 0.295 | 0.202 | 0.000 |
| MasVnrType | 0.168 | 0.000 | 0.064 | 0.022 | 0.113 | 0.144 | 0.254 | 0.079 | 0.282 | 0.124 | 0.000 | 0.107 | 0.248 | 0.292 | 0.268 | 0.000 | 0.304 | 0.004 | 0.236 | 0.144 | 0.199 | 0.207 | 0.150 | 0.256 | 0.094 | 0.101 | 0.219 | 0.139 | 0.039 | 0.000 | 0.258 | 0.183 | 0.000 | 0.036 | 0.057 | 0.140 | 0.059 | 1.000 | 0.000 | 0.000 | 0.386 | 0.179 | 0.271 | 0.102 | 0.211 | 0.086 | 0.177 | 0.312 | 0.373 | 0.066 |
| MiscFeature | 0.046 | 1.000 | 0.327 | 0.370 | 0.000 | 0.000 | 0.198 | 0.000 | 0.000 | 0.000 | 0.221 | 0.368 | 0.125 | 0.075 | 0.370 | 0.000 | 0.000 | 0.083 | 0.000 | 0.543 | 0.000 | 0.055 | 0.053 | 0.000 | 0.321 | 0.482 | 0.080 | 0.000 | 0.185 | 0.398 | 0.191 | 0.000 | 0.042 | 0.000 | 0.068 | 0.278 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.373 | 0.000 | 0.424 | 0.197 | 0.000 | 0.000 | 0.142 |
| MoSold | 0.054 | 0.000 | 0.051 | 0.000 | 0.000 | -0.016 | 0.010 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.032 | 0.000 | 0.005 | 0.089 | 0.020 | 0.000 | 0.000 | 0.044 | 0.033 | 0.000 | 0.000 | 0.017 | 0.081 | 0.055 | 0.017 | 0.000 | 0.019 | 0.020 | 0.031 | 0.006 | 0.032 | 0.026 | 0.000 | 0.018 | 0.023 | 0.000 | 0.000 | 1.000 | 0.052 | -0.007 | 0.061 | 0.000 | 0.069 | 0.040 | 0.030 | 0.019 | 0.021 | 0.155 |
| Neighborhood | 0.241 | 0.756 | 0.206 | 0.419 | 0.270 | 0.201 | 0.313 | 0.189 | 0.535 | 0.191 | 0.382 | 0.153 | 0.485 | 0.288 | 0.317 | 0.123 | 0.305 | 0.305 | 0.417 | 0.369 | 0.259 | 0.391 | 0.474 | 0.313 | 0.209 | 0.300 | 0.296 | 0.294 | 0.000 | 0.102 | 0.444 | 0.162 | 0.137 | 0.245 | 0.244 | 0.422 | 0.641 | 0.386 | 0.000 | 0.052 | 1.000 | 0.222 | 0.321 | 0.186 | 0.319 | 0.204 | 0.237 | 0.480 | 0.388 | 0.000 |
| OverallCond | -0.167 | 0.445 | -0.004 | 0.128 | 0.096 | -0.011 | 0.171 | 0.000 | 0.323 | -0.128 | 0.315 | 0.379 | 0.319 | 0.189 | 0.169 | 0.052 | 0.122 | 0.105 | 0.256 | 0.309 | -0.201 | 0.219 | 0.258 | 0.182 | -0.154 | 0.079 | 0.178 | 0.122 | 0.004 | 0.073 | 0.247 | -0.047 | 0.000 | -0.083 | 0.060 | -0.072 | 0.161 | 0.179 | 0.000 | -0.007 | 0.222 | 1.000 | -0.178 | 0.044 | -0.129 | -0.105 | -0.217 | -0.417 | -0.041 | 0.050 |
| OverallQual | 0.409 | 0.509 | 0.122 | 0.131 | 0.181 | 0.133 | 0.231 | 0.066 | 0.510 | 0.273 | 0.374 | 0.195 | 0.614 | 0.200 | 0.193 | 0.205 | 0.252 | 0.267 | 0.291 | 0.404 | 0.542 | 0.402 | 0.409 | 0.213 | 0.603 | 0.225 | 0.259 | 0.144 | -0.029 | 0.106 | 0.540 | 0.233 | 0.017 | 0.255 | 0.116 | 0.108 | 0.190 | 0.271 | 0.000 | 0.061 | 0.321 | -0.178 | 1.000 | 0.117 | 0.810 | 0.428 | 0.460 | 0.647 | 0.558 | 0.000 |
| RoofStyle | 0.150 | 0.000 | 0.140 | 0.048 | 0.138 | 0.096 | 0.056 | 0.125 | 0.167 | 0.091 | 0.055 | 0.092 | 0.146 | 0.138 | 0.160 | 0.000 | 0.067 | 0.080 | 0.092 | 0.139 | 0.077 | 0.133 | 0.110 | 0.067 | 0.062 | 0.210 | 0.000 | 0.102 | 0.049 | 0.160 | 0.111 | 0.112 | 0.075 | 0.154 | 0.035 | 0.117 | 0.073 | 0.102 | 0.373 | 0.000 | 0.186 | 0.044 | 0.117 | 1.000 | 0.113 | 0.122 | 0.123 | 0.160 | 0.081 | 0.000 |
| SalePrice | 0.575 | 0.476 | 0.235 | 0.088 | 0.206 | 0.302 | 0.207 | 0.140 | 0.455 | 0.185 | 0.418 | 0.105 | 0.476 | 0.164 | 0.175 | 0.120 | 0.203 | 0.289 | 0.258 | 0.416 | 0.649 | 0.416 | 0.413 | 0.227 | 0.731 | 0.208 | 0.238 | 0.129 | -0.019 | 0.046 | 0.462 | 0.456 | 0.087 | 0.409 | 0.197 | 0.007 | 0.206 | 0.211 | 0.000 | 0.069 | 0.319 | -0.129 | 0.810 | 0.113 | 1.000 | 0.533 | 0.603 | 0.653 | 0.571 | 0.000 |
| TotRmsAbvGrd | 0.362 | 0.250 | 0.668 | 0.198 | 0.102 | -0.050 | 0.103 | 0.063 | 0.189 | 0.261 | 0.112 | 0.000 | 0.274 | 0.098 | 0.099 | 0.077 | 0.122 | 0.223 | 0.118 | 0.389 | 0.331 | 0.242 | 0.212 | 0.176 | 0.828 | 0.270 | 0.099 | 0.266 | 0.026 | 0.174 | 0.238 | 0.406 | 0.000 | 0.366 | 0.090 | 0.166 | 0.175 | 0.086 | 0.424 | 0.040 | 0.204 | -0.105 | 0.428 | 0.122 | 0.533 | 1.000 | 0.234 | 0.177 | 0.198 | 0.000 |
| TotalBsmtSF | 0.829 | 0.322 | 0.059 | 0.120 | 0.188 | 0.410 | 0.132 | 0.204 | 0.293 | 0.329 | 0.223 | 0.038 | 0.319 | 0.134 | 0.144 | 0.000 | 0.145 | 0.320 | 0.233 | 0.236 | 0.487 | 0.260 | 0.280 | 0.170 | 0.371 | 0.097 | 0.140 | 0.164 | -0.033 | 0.070 | 0.296 | 0.366 | 0.029 | 0.386 | 0.200 | -0.319 | 0.119 | 0.177 | 0.197 | 0.030 | 0.237 | -0.217 | 0.460 | 0.123 | 0.603 | 0.234 | 1.000 | 0.427 | 0.299 | 0.000 |
| YearBuilt | 0.293 | 0.619 | -0.035 | 0.250 | 0.178 | 0.190 | 0.351 | 0.144 | 0.516 | 0.139 | 0.438 | 0.189 | 0.435 | 0.335 | 0.326 | 0.080 | 0.284 | 0.169 | 0.502 | 0.351 | 0.528 | 0.340 | 0.461 | 0.285 | 0.288 | 0.227 | 0.336 | 0.291 | -0.005 | 0.214 | 0.402 | 0.103 | 0.105 | 0.195 | 0.174 | 0.036 | 0.295 | 0.312 | 0.000 | 0.019 | 0.480 | -0.417 | 0.647 | 0.160 | 0.653 | 0.177 | 0.427 | 1.000 | 0.684 | 0.000 |
| YearRemodAdd | 0.240 | 0.487 | -0.054 | 0.195 | 0.151 | 0.063 | 0.263 | 0.122 | 0.392 | 0.177 | 0.378 | 0.099 | 0.389 | 0.285 | 0.277 | 0.152 | 0.304 | 0.136 | 0.322 | 0.270 | 0.398 | 0.276 | 0.356 | 0.210 | 0.282 | 0.200 | 0.328 | 0.200 | -0.012 | 0.114 | 0.417 | 0.075 | 0.086 | 0.117 | 0.139 | 0.007 | 0.202 | 0.373 | 0.000 | 0.021 | 0.388 | -0.041 | 0.558 | 0.081 | 0.571 | 0.198 | 0.299 | 0.684 | 1.000 | 0.000 |
| YrSold | 0.008 | 0.000 | 0.021 | 0.000 | 0.031 | 0.000 | 0.000 | 0.052 | 0.000 | 0.043 | 0.000 | 0.011 | 0.038 | 0.041 | 0.030 | 0.000 | 0.000 | 0.030 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.004 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.031 | 0.007 | 0.000 | 0.000 | 0.000 | 0.066 | 0.142 | 0.155 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Alley | LotShape | LotConfig | Neighborhood | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | Exterior1st | Exterior2nd | MasVnrType | ExterQual | ExterCond | Foundation | BsmtQual | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtUnfSF | TotalBsmtSF | HeatingQC | CentralAir | 1stFlrSF | GrLivArea | BsmtFullBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Fireplaces | FireplaceQu | GarageType | GarageFinish | GarageCars | GarageArea | Fence | MiscFeature | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 60 | RL | 65.0 | 8450 | NaN | Reg | Inside | CollgCr | 1Fam | 2Story | 7 | 5 | 2003 | 2003 | Gable | VinylSd | VinylSd | BrkFace | Gd | TA | PConc | Gd | No | GLQ | 706 | 150 | 856 | Ex | Y | 856 | 1710 | 1 | 2 | 1 | 3 | 1 | Gd | 8 | 0 | NaN | Attchd | RFn | 2 | 548 | NaN | NaN | 2 | 2008 | 208500 |
| 1 | 2 | 20 | RL | 80.0 | 9600 | NaN | Reg | FR2 | Veenker | 1Fam | 1Story | 6 | 8 | 1976 | 1976 | Gable | MetalSd | MetalSd | NaN | TA | TA | CBlock | Gd | Gd | ALQ | 978 | 284 | 1262 | Ex | Y | 1262 | 1262 | 0 | 2 | 0 | 3 | 1 | TA | 6 | 1 | TA | Attchd | RFn | 2 | 460 | NaN | NaN | 5 | 2007 | 181500 |
| 2 | 3 | 60 | RL | 68.0 | 11250 | NaN | IR1 | Inside | CollgCr | 1Fam | 2Story | 7 | 5 | 2001 | 2002 | Gable | VinylSd | VinylSd | BrkFace | Gd | TA | PConc | Gd | Mn | GLQ | 486 | 434 | 920 | Ex | Y | 920 | 1786 | 1 | 2 | 1 | 3 | 1 | Gd | 6 | 1 | TA | Attchd | RFn | 2 | 608 | NaN | NaN | 9 | 2008 | 223500 |
| 3 | 4 | 70 | RL | 60.0 | 9550 | NaN | IR1 | Corner | Crawfor | 1Fam | 2Story | 7 | 5 | 1915 | 1970 | Gable | Wd Sdng | Wd Shng | NaN | TA | TA | BrkTil | TA | No | ALQ | 216 | 540 | 756 | Gd | Y | 961 | 1717 | 1 | 1 | 0 | 3 | 1 | Gd | 7 | 1 | Gd | Detchd | Unf | 3 | 642 | NaN | NaN | 2 | 2006 | 140000 |
| 4 | 5 | 60 | RL | 84.0 | 14260 | NaN | IR1 | FR2 | NoRidge | 1Fam | 2Story | 8 | 5 | 2000 | 2000 | Gable | VinylSd | VinylSd | BrkFace | Gd | TA | PConc | Gd | Av | GLQ | 655 | 490 | 1145 | Ex | Y | 1145 | 2198 | 1 | 2 | 1 | 4 | 1 | Gd | 9 | 1 | TA | Attchd | RFn | 3 | 836 | NaN | NaN | 12 | 2008 | 250000 |
| 5 | 6 | 50 | RL | 85.0 | 14115 | NaN | IR1 | Inside | Mitchel | 1Fam | 1.5Fin | 5 | 5 | 1993 | 1995 | Gable | VinylSd | VinylSd | NaN | TA | TA | Wood | Gd | No | GLQ | 732 | 64 | 796 | Ex | Y | 796 | 1362 | 1 | 1 | 1 | 1 | 1 | TA | 5 | 0 | NaN | Attchd | Unf | 2 | 480 | MnPrv | Shed | 10 | 2009 | 143000 |
| 6 | 7 | 20 | RL | 75.0 | 10084 | NaN | Reg | Inside | Somerst | 1Fam | 1Story | 8 | 5 | 2004 | 2005 | Gable | VinylSd | VinylSd | Stone | Gd | TA | PConc | Ex | Av | GLQ | 1369 | 317 | 1686 | Ex | Y | 1694 | 1694 | 1 | 2 | 0 | 3 | 1 | Gd | 7 | 1 | Gd | Attchd | RFn | 2 | 636 | NaN | NaN | 8 | 2007 | 307000 |
| 7 | 8 | 60 | RL | NaN | 10382 | NaN | IR1 | Corner | NWAmes | 1Fam | 2Story | 7 | 6 | 1973 | 1973 | Gable | HdBoard | HdBoard | Stone | TA | TA | CBlock | Gd | Mn | ALQ | 859 | 216 | 1107 | Ex | Y | 1107 | 2090 | 1 | 2 | 1 | 3 | 1 | TA | 7 | 2 | TA | Attchd | RFn | 2 | 484 | NaN | Shed | 11 | 2009 | 200000 |
| 8 | 9 | 50 | RM | 51.0 | 6120 | NaN | Reg | Inside | OldTown | 1Fam | 1.5Fin | 7 | 5 | 1931 | 1950 | Gable | BrkFace | Wd Shng | NaN | TA | TA | BrkTil | TA | No | Unf | 0 | 952 | 952 | Gd | Y | 1022 | 1774 | 0 | 2 | 0 | 2 | 2 | TA | 8 | 2 | TA | Detchd | Unf | 2 | 468 | NaN | NaN | 4 | 2008 | 129900 |
| 9 | 10 | 190 | RL | 50.0 | 7420 | NaN | Reg | Corner | BrkSide | 2fmCon | 1.5Unf | 5 | 6 | 1939 | 1950 | Gable | MetalSd | MetalSd | NaN | TA | TA | BrkTil | TA | No | GLQ | 851 | 140 | 991 | Ex | Y | 1077 | 1077 | 1 | 1 | 0 | 2 | 2 | TA | 5 | 2 | TA | Attchd | RFn | 1 | 205 | NaN | NaN | 1 | 2008 | 118000 |
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Alley | LotShape | LotConfig | Neighborhood | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | Exterior1st | Exterior2nd | MasVnrType | ExterQual | ExterCond | Foundation | BsmtQual | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtUnfSF | TotalBsmtSF | HeatingQC | CentralAir | 1stFlrSF | GrLivArea | BsmtFullBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Fireplaces | FireplaceQu | GarageType | GarageFinish | GarageCars | GarageArea | Fence | MiscFeature | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 1451 | 90 | RL | 60.0 | 9000 | NaN | Reg | FR2 | NAmes | Duplex | 2Story | 5 | 5 | 1974 | 1974 | Gable | VinylSd | VinylSd | NaN | TA | TA | CBlock | Gd | No | Unf | 0 | 896 | 896 | TA | Y | 896 | 1792 | 0 | 2 | 2 | 4 | 2 | TA | 8 | 0 | NaN | NaN | NaN | 0 | 0 | NaN | NaN | 9 | 2009 | 136000 |
| 1451 | 1452 | 20 | RL | 78.0 | 9262 | NaN | Reg | Inside | Somerst | 1Fam | 1Story | 8 | 5 | 2008 | 2009 | Gable | CemntBd | CmentBd | Stone | Gd | TA | PConc | Gd | No | Unf | 0 | 1573 | 1573 | Ex | Y | 1578 | 1578 | 0 | 2 | 0 | 3 | 1 | Ex | 7 | 1 | Gd | Attchd | Fin | 3 | 840 | NaN | NaN | 5 | 2009 | 287090 |
| 1452 | 1453 | 180 | RM | 35.0 | 3675 | NaN | Reg | Inside | Edwards | TwnhsE | SLvl | 5 | 5 | 2005 | 2005 | Gable | VinylSd | VinylSd | BrkFace | TA | TA | PConc | Gd | Gd | GLQ | 547 | 0 | 547 | Gd | Y | 1072 | 1072 | 1 | 1 | 0 | 2 | 1 | TA | 5 | 0 | NaN | Basment | Fin | 2 | 525 | NaN | NaN | 5 | 2006 | 145000 |
| 1453 | 1454 | 20 | RL | 90.0 | 17217 | NaN | Reg | Inside | Mitchel | 1Fam | 1Story | 5 | 5 | 2006 | 2006 | Gable | VinylSd | VinylSd | NaN | TA | TA | PConc | Gd | No | Unf | 0 | 1140 | 1140 | Ex | Y | 1140 | 1140 | 0 | 1 | 0 | 3 | 1 | TA | 6 | 0 | NaN | NaN | NaN | 0 | 0 | NaN | NaN | 7 | 2006 | 84500 |
| 1454 | 1455 | 20 | FV | 62.0 | 7500 | Pave | Reg | Inside | Somerst | 1Fam | 1Story | 7 | 5 | 2004 | 2005 | Gable | VinylSd | VinylSd | NaN | Gd | TA | PConc | Gd | No | GLQ | 410 | 811 | 1221 | Ex | Y | 1221 | 1221 | 1 | 2 | 0 | 2 | 1 | Gd | 6 | 0 | NaN | Attchd | RFn | 2 | 400 | NaN | NaN | 10 | 2009 | 185000 |
| 1455 | 1456 | 60 | RL | 62.0 | 7917 | NaN | Reg | Inside | Gilbert | 1Fam | 2Story | 6 | 5 | 1999 | 2000 | Gable | VinylSd | VinylSd | NaN | TA | TA | PConc | Gd | No | Unf | 0 | 953 | 953 | Ex | Y | 953 | 1647 | 0 | 2 | 1 | 3 | 1 | TA | 7 | 1 | TA | Attchd | RFn | 2 | 460 | NaN | NaN | 8 | 2007 | 175000 |
| 1456 | 1457 | 20 | RL | 85.0 | 13175 | NaN | Reg | Inside | NWAmes | 1Fam | 1Story | 6 | 6 | 1978 | 1988 | Gable | Plywood | Plywood | Stone | TA | TA | CBlock | Gd | No | ALQ | 790 | 589 | 1542 | TA | Y | 2073 | 2073 | 1 | 2 | 0 | 3 | 1 | TA | 7 | 2 | TA | Attchd | Unf | 2 | 500 | MnPrv | NaN | 2 | 2010 | 210000 |
| 1457 | 1458 | 70 | RL | 66.0 | 9042 | NaN | Reg | Inside | Crawfor | 1Fam | 2Story | 7 | 9 | 1941 | 2006 | Gable | CemntBd | CmentBd | NaN | Ex | Gd | Stone | TA | No | GLQ | 275 | 877 | 1152 | Ex | Y | 1188 | 2340 | 0 | 2 | 0 | 4 | 1 | Gd | 9 | 2 | Gd | Attchd | RFn | 1 | 252 | GdPrv | Shed | 5 | 2010 | 266500 |
| 1458 | 1459 | 20 | RL | 68.0 | 9717 | NaN | Reg | Inside | NAmes | 1Fam | 1Story | 5 | 6 | 1950 | 1996 | Hip | MetalSd | MetalSd | NaN | TA | TA | CBlock | TA | Mn | GLQ | 49 | 0 | 1078 | Gd | Y | 1078 | 1078 | 1 | 1 | 0 | 2 | 1 | Gd | 5 | 0 | NaN | Attchd | Unf | 1 | 240 | NaN | NaN | 4 | 2010 | 142125 |
| 1459 | 1460 | 20 | RL | 75.0 | 9937 | NaN | Reg | Inside | Edwards | 1Fam | 1Story | 5 | 6 | 1965 | 1965 | Gable | HdBoard | HdBoard | NaN | Gd | TA | CBlock | TA | No | BLQ | 830 | 136 | 1256 | Gd | Y | 1256 | 1256 | 1 | 1 | 1 | 3 | 1 | TA | 6 | 0 | NaN | Attchd | Fin | 1 | 276 | NaN | NaN | 6 | 2008 | 147500 |